Five Takeaways from the AdaMarie x MelanInScience Group Resume Lab

Our recent Group Resume Lab brought together three experts, a founder and HR leader, a tech recruiter, and a people and culture leader, for a hands-on session on resumes, networking, and interviewing.

Here are five takeaways that stood out. The full replay is available inside the AdaMarie Professional Network.


There is a lot of advice out there about how to build a resume and land a job, and a lot of it is outdated, conflicting, or just plain wrong. So we brought together three people who make hiring decisions to cut through the noise.

Kristy McCann, an HR leader, CEO, and founder. Anna Dewan, a tech recruiter. And Joané Booth, a people and culture manager. Together they gave our community a candid, practical look at what works.

Here is what we took away.

1. Stop pouring all of your energy into application portals. Network instead.

The single loudest message of the session was this: submitting applications through automated systems is one of the least effective ways to spend your job-search time. Kristy was blunt about it: the odds are stacked against you, and the hours you spend feeding your resume into a portal would be far better spent building genuine connections with the people who make hiring decisions.

The better strategy is to identify the companies you want to work for and start connecting with the recruiters, hiring managers, and leaders who work there. You do not need a premium LinkedIn account or a perfectly crafted message to do it. You just need to show up consistently and put yourself in front of the right people.

2. Lead with what you have, not what you are missing.

One of the most freeing ideas from the session was the reminder that you do not need to check every box to be the right candidate. The most compelling applicants are not the ones with the most complete list of qualifications; they are the ones who know how to position the strengths they do have.

Everything, as Kristy put it, is a sale. And the way you sell yourself is by leaning into your genuine strengths and framing your experience in a way that connects to what the role needs. The skills you are missing can be built. The confidence to make your case starts with focusing on what you bring, not what you lack.

3. Your resume has about seven seconds to make an impression. Make it easy to read.

Both Anna and Joané drove home just how little time a resume actually gets on the first pass, sometimes as few as seven seconds. That reality should shape every formatting decision you make.

Keep it simple and consistent. Stick to one font and one clear structure. List your most recent experience first. Skip the photos, skill bars, star ratings, and decorative elements that take up space without adding meaning. Inconsistency can read as carelessness even when the work behind it is excellent, so the goal is to make it as easy as possible for a reader to understand who you are and why you fit, fast.

4. Translate tasks into impact.

Joané introduced one of the most practical frameworks of the session: the shift from task language to impact language. Most people describe their work the way they would explain it to a coworker: a list of duties and responsibilities. But recruiters and hiring managers are not looking for what you were assigned. They want to know what changed because of you.

Her XYZ method is a simple way to make the shift. And if you think your work cannot be quantified, look again; scale, time saved, frequency, team size, budget, and accuracy improvements are all numbers hiding in plain sight.

5. Build your brand, and let it work for you.

A theme that ran through the whole session was that your online presence often matters more than your resume. In a world where everyone has a brand, the professionals who stand out are the ones who consistently share what they know and what they care about.

Whether it is writing, speaking, or posting about the work that energizes you, putting yourself out there is how people come to understand your niche and how opportunities start finding you instead of the other way around.

Want the full conversation?

These five takeaways only scratch the surface. The complete Group Resume Lab replay, including Q&A and all three lightning talks in full is available inside the AdaMarie Professional Network.

→ Watch the Replay in the APN

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